{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [],
   "source": [
    "x = np.array([1,2,3])\n",
    "y1 = x\n",
    "y2 = x ** 2\n",
    "y3 = x ** 3\n",
    "y4 = x ** 4"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.legend.Legend at 0x7fc174734450>"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(facecolor='white')\n",
    "plt.plot(x, y1, label='1')\n",
    "plt.plot(x, y2, label='2')\n",
    "plt.plot(x, y3, label='3')\n",
    "plt.plot(x, y4, label='4')\n",
    "plt.legend()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.legend.Legend at 0x7fc177309290>"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(\n",
    "    facecolor='white'\n",
    ")\n",
    "ax.plot(x, y1, label='1')\n",
    "ax.plot(x, y2, label='2')\n",
    "ax.plot(x, y3, label='3')\n",
    "ax.plot(x, y4, label='4')\n",
    "ax.legend()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 4 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(facecolor='white')\n",
    "\n",
    "plt.subplot(221)\n",
    "plt.plot(x, y1, label='1')\n",
    "plt.xticks(fontsize=20)\n",
    "\n",
    "plt.subplot(222)\n",
    "plt.plot(x, y2, label='2', color='r')\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(223)\n",
    "plt.plot(x, y3, label='3')\n",
    "\n",
    "plt.subplot(224)\n",
    "plt.plot(x, y4, label='4')\n",
    "plt.legend()\n",
    "\n",
    "plt.tight_layout()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x7fc17835aed0>]"
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 720x576 with 4 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, axs = plt.subplots(\n",
    "    2, 2, facecolor='white',\n",
    "    figsize=(10, 8)\n",
    ")\n",
    "axs[0, 0].plot(x, y1)\n",
    "axs[0, 1].plot(x, y2)\n",
    "axs[1, 0].plot(x, y3)\n",
    "axs[1, 1].plot(x, y4)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x7fc176a13290>]"
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 216x576 with 4 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, axs = plt.subplots(\n",
    "    4, 1, facecolor='white',\n",
    "    figsize=(3, 8),\n",
    "    sharex='all'\n",
    ")\n",
    "axs[0].plot(x, y1)\n",
    "axs[1].plot(x, y2)\n",
    "axs[2].plot(x, y3)\n",
    "axs[3].plot(x, y4)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}